{"id":"W6963837302","doi":"10.24433/co.8965084.v1","title":"CoBE_Slingshot_pseudotime","year":2022,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Code (set theory); Identification (biology); Key (lock); Column (typography); Order (exchange)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002138201,0.0004010704,0.0004239859,0.0004690326,0.00008174851,0.00003868969,0.0007286246,0.0002138182,0.3854876],"category_scores_gemma":[0.00006042845,0.0004429299,0.0001571911,0.0003530181,0.00009597994,0.00002209715,0.000312979,0.0005294891,0.05110737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002196069,"about_ca_system_score_gemma":0.0001059932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005396792,"about_ca_topic_score_gemma":0.00007295153,"domain_scores_codex":[0.9981527,0.00009595147,0.0002008249,0.0006035444,0.0005142149,0.0004327185],"domain_scores_gemma":[0.9985622,0.00002578648,0.0002826457,0.0009687773,0.00001792792,0.0001426924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008289141,0.00005072924,0.0002826675,0.00004062756,0.00009556706,0.00007357094,0.00005271873,0.000004792809,0.00002444005,0.0006287472,0.9986348,0.0001030785],"study_design_scores_gemma":[0.0003387409,0.00002670784,0.0000162266,0.00004700696,0.00007018183,0.00001836969,0.00003200154,0.00004363672,0.00000997669,0.0001000418,0.9988078,0.0004893112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002742467,0.001456068,0.000006481008,0.00004074706,0.0006391563,0.0003603014,0.002646056,0.002464836,0.9923589],"genre_scores_gemma":[0.0003111452,0.00002700003,0.0003304005,0.0002391606,0.0006430683,0.000008887917,0.001133835,0.005910034,0.9913965],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3343802,"threshold_uncertainty_score":0.9998022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674238142773468,"score_gpt":0.2543467484324787,"score_spread":0.237604367004744,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}